Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
water_supply is highly overall correlated with Total_Population and 14 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 6 other fields | High correlation |
Households is highly overall correlated with water_supply and 13 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 13 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 12 other fields | High correlation |
Female_Population is highly overall correlated with water_supply and 4 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with water_supply and 12 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
Power_usage is highly overall correlated with water_supply and 14 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 13 other fields | High correlation |
Business_above_100 is highly overall correlated with Households and 11 other fields | High correlation |
complex_area is highly overall correlated with water_supply and 12 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 12 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with Total_Population and 2 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with water_supply and 12 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 14 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Total_Population and 2 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
Average_Temp is highly overall correlated with Monthly_Rainfall and 2 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Monthly_Rainfall and 1 other fields | High correlation |
Ground_Temp is highly overall correlated with Average_Temp and 2 other fields | High correlation |
Average_Wind is highly overall correlated with Average_Relative_Humadity | High correlation |
Average_Pressure is highly overall correlated with Average_Temp and 2 other fields | High correlation |
water_supply has unique values | Unique |
Total_Population has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
employment_ratio has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Reproduction
| Analysis started | 2023-09-01 02:23:42.946124 |
|---|---|
| Analysis finished | 2023-09-01 02:24:29.318245 |
| Duration | 46.37 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50459.76 |
| Minimum | 29105.033 |
|---|---|
| Maximum | 69355.161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 29105.033 |
|---|---|
| 5-th percentile | 31426.873 |
| Q1 | 39263.051 |
| median | 51923.828 |
| Q3 | 61131.758 |
| 95-th percentile | 65338.591 |
| Maximum | 69355.161 |
| Range | 40250.128 |
| Interquartile range (IQR) | 21868.708 |
Descriptive statistics
| Standard deviation | 11962.955 |
|---|---|
| Coefficient of variation (CV) | 0.2370791 |
| Kurtosis | -1.4605479 |
| Mean | 50459.76 |
| Median Absolute Deviation (MAD) | 10263.788 |
| Skewness | -0.22645421 |
| Sum | 7266205.5 |
| Variance | 1.4311228 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30734.90323 | 1 | 0.7% |
| 30634.82143 | 1 | 0.7% |
| 63598.5 | 1 | 0.7% |
| 59083.6129 | 1 | 0.7% |
| 63188.4 | 1 | 0.7% |
| 60644.90323 | 1 | 0.7% |
| 63602.80645 | 1 | 0.7% |
| 65406.10714 | 1 | 0.7% |
| 63488.96774 | 1 | 0.7% |
| 61062.76667 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 29105.03333 | 1 | |
| 29172.12903 | 1 | |
| 29277.6129 | 1 | |
| 30634.82143 | 1 | |
| 30734.90323 | 1 | |
| 31047.70968 | 1 | |
| 31239.7 | 1 | |
| 31419.33333 | 1 | |
| 31469.6 | 1 | |
| 31508.70968 | 1 |
| Value | Count | Frequency (%) |
| 69355.16129 | 1 | |
| 67796.51613 | 1 | |
| 67640.12903 | 1 | |
| 66064.87097 | 1 | |
| 66023.74194 | 1 | |
| 65452.36667 | 1 | |
| 65406.10714 | 1 | |
| 65357.1 | 1 | |
| 65233.70968 | 1 | |
| 65158.96667 | 1 |
Total_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94242.84 |
| Minimum | 89678 |
|---|---|
| Maximum | 97909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 89678 |
|---|---|
| 5-th percentile | 89940.5 |
| Q1 | 92229.25 |
| median | 94301.5 |
| Q3 | 96375.75 |
| 95-th percentile | 97739.35 |
| Maximum | 97909 |
| Range | 8231 |
| Interquartile range (IQR) | 4146.5 |
Descriptive statistics
| Standard deviation | 2361.7332 |
|---|---|
| Coefficient of variation (CV) | 0.025060081 |
| Kurtosis | -1.1031811 |
| Mean | 94242.84 |
| Median Absolute Deviation (MAD) | 2074 |
| Skewness | -0.12108429 |
| Sum | 13570969 |
| Variance | 5577783.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 89752 | 1 | 0.7% |
| 89678 | 1 | 0.7% |
| 97219 | 1 | 0.7% |
| 97250 | 1 | 0.7% |
| 97319 | 1 | 0.7% |
| 97306 | 1 | 0.7% |
| 97416 | 1 | 0.7% |
| 97356 | 1 | 0.7% |
| 97111 | 1 | 0.7% |
| 96913 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 89678 | 1 | |
| 89752 | 1 | |
| 89812 | 1 | |
| 89856 | 1 | |
| 89918 | 1 | |
| 89925 | 1 | |
| 89927 | 1 | |
| 89933 | 1 | |
| 89983 | 1 | |
| 90664 | 1 |
| Value | Count | Frequency (%) |
| 97909 | 1 | |
| 97901 | 1 | |
| 97861 | 1 | |
| 97826 | 1 | |
| 97822 | 1 | |
| 97787 | 1 | |
| 97768 | 1 | |
| 97741 | 1 | |
| 97730 | 1 | |
| 97715 | 1 |
Households
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42676.889 |
| Minimum | 36506 |
|---|---|
| Maximum | 47431 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 36506 |
|---|---|
| 5-th percentile | 36939.75 |
| Q1 | 39584.75 |
| median | 43414.5 |
| Q3 | 45591.75 |
| 95-th percentile | 46892.4 |
| Maximum | 47431 |
| Range | 10925 |
| Interquartile range (IQR) | 6007 |
Descriptive statistics
| Standard deviation | 3387.9963 |
|---|---|
| Coefficient of variation (CV) | 0.079387144 |
| Kurtosis | -1.3811618 |
| Mean | 42676.889 |
| Median Absolute Deviation (MAD) | 3085 |
| Skewness | -0.27134874 |
| Sum | 6145472 |
| Variance | 11478519 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 44566 | 2 | 1.4% |
| 44722 | 1 | 0.7% |
| 44898 | 1 | 0.7% |
| 44970 | 1 | 0.7% |
| 45069 | 1 | 0.7% |
| 45138 | 1 | 0.7% |
| 45211 | 1 | 0.7% |
| 45269 | 1 | 0.7% |
| 45310 | 1 | 0.7% |
| 36506 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 36506 | 1 | |
| 36551 | 1 | |
| 36645 | 1 | |
| 36761 | 1 | |
| 36863 | 1 | |
| 36894 | 1 | |
| 36926 | 1 | |
| 36939 | 1 | |
| 36944 | 1 | |
| 37635 | 1 |
| Value | Count | Frequency (%) |
| 47431 | 1 | |
| 47319 | 1 | |
| 47145 | 1 | |
| 47074 | 1 | |
| 47052 | 1 | |
| 46994 | 1 | |
| 46896 | 1 | |
| 46893 | 1 | |
| 46889 | 1 | |
| 46848 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2195722 |
| Minimum | 1.9438131 |
|---|---|
| Maximum | 2.4585548 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.9438131 |
|---|---|
| 5-th percentile | 1.9704622 |
| Q1 | 2.1013647 |
| median | 2.2242664 |
| Q3 | 2.349056 |
| 95-th percentile | 2.4345617 |
| Maximum | 2.4585548 |
| Range | 0.51474164 |
| Interquartile range (IQR) | 0.24769131 |
Descriptive statistics
| Standard deviation | 0.14726642 |
|---|---|
| Coefficient of variation (CV) | 0.066349008 |
| Kurtosis | -1.1162586 |
| Mean | 2.2195722 |
| Median Absolute Deviation (MAD) | 0.12565318 |
| Skewness | -0.2557806 |
| Sum | 319.6184 |
| Variance | 0.021687397 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.458554758 | 1 | 0.7% |
| 2.453503324 | 1 | 0.7% |
| 2.16871152 | 1 | 0.7% |
| 2.166020758 | 1 | 0.7% |
| 2.164087169 | 1 | 0.7% |
| 2.15904502 | 1 | 0.7% |
| 2.158181576 | 1 | 0.7% |
| 2.153369755 | 1 | 0.7% |
| 2.145198701 | 1 | 0.7% |
| 2.138887663 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.943813118 | 1 | |
| 1.946068176 | 1 | |
| 1.951511295 | 1 | |
| 1.955857349 | 1 | |
| 1.959128181 | 1 | |
| 1.962612248 | 1 | |
| 1.966860725 | 1 | |
| 1.970152761 | 1 | |
| 1.972215697 | 1 | |
| 1.975901811 | 1 |
| Value | Count | Frequency (%) |
| 2.458554758 | 1 | |
| 2.453503324 | 1 | |
| 2.450866421 | 1 | |
| 2.444329588 | 1 | |
| 2.439437919 | 1 | |
| 2.438960265 | 1 | |
| 2.435086389 | 1 | |
| 2.43463548 | 1 | |
| 2.434143569 | 1 | |
| 2.409034144 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49567.611 |
| Minimum | 46937 |
|---|---|
| Maximum | 51470 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 46937 |
|---|---|
| 5-th percentile | 47138.9 |
| Q1 | 48733.5 |
| median | 49799 |
| Q3 | 50657.75 |
| 95-th percentile | 51340 |
| Maximum | 51470 |
| Range | 4533 |
| Interquartile range (IQR) | 1924.25 |
Descriptive statistics
| Standard deviation | 1290.4677 |
|---|---|
| Coefficient of variation (CV) | 0.026034494 |
| Kurtosis | -1.0245062 |
| Mean | 49567.611 |
| Median Absolute Deviation (MAD) | 1025 |
| Skewness | -0.27952186 |
| Sum | 7137736 |
| Variance | 1665306.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47946 | 2 | 1.4% |
| 51446 | 2 | 1.4% |
| 51145 | 2 | 1.4% |
| 51340 | 2 | 1.4% |
| 49023 | 2 | 1.4% |
| 51234 | 1 | 0.7% |
| 51215 | 1 | 0.7% |
| 51129 | 1 | 0.7% |
| 51049 | 1 | 0.7% |
| 51073 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 46937 | 1 | |
| 46951 | 1 | |
| 47030 | 1 | |
| 47051 | 1 | |
| 47104 | 1 | |
| 47109 | 1 | |
| 47121 | 1 | |
| 47135 | 1 | |
| 47161 | 1 | |
| 47567 | 1 |
| Value | Count | Frequency (%) |
| 51470 | 1 | |
| 51447 | 1 | |
| 51446 | 2 | |
| 51405 | 1 | |
| 51373 | 1 | |
| 51372 | 1 | |
| 51340 | 2 | |
| 51329 | 1 | |
| 51273 | 1 | |
| 51235 | 1 |
Female_Population
Real number (ℝ)
| Distinct | 137 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44675.229 |
| Minimum | 42727 |
|---|---|
| Maximum | 46455 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 42727 |
|---|---|
| 5-th percentile | 42823.05 |
| Q1 | 43649.25 |
| median | 44520 |
| Q3 | 45735.25 |
| 95-th percentile | 46387.75 |
| Maximum | 46455 |
| Range | 3728 |
| Interquartile range (IQR) | 2086 |
Descriptive statistics
| Standard deviation | 1106.8844 |
|---|---|
| Coefficient of variation (CV) | 0.024776245 |
| Kurtosis | -1.2264638 |
| Mean | 44675.229 |
| Median Absolute Deviation (MAD) | 977 |
| Skewness | 0.028185558 |
| Sum | 6433233 |
| Variance | 1225193.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 43425 | 3 | 2.1% |
| 46375 | 2 | 1.4% |
| 44431 | 2 | 1.4% |
| 44920 | 2 | 1.4% |
| 44465 | 2 | 1.4% |
| 46415 | 2 | 1.4% |
| 45859 | 1 | 0.7% |
| 46182 | 1 | 0.7% |
| 46141 | 1 | 0.7% |
| 45982 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 42727 | 1 | |
| 42782 | 1 | |
| 42783 | 1 | |
| 42804 | 1 | |
| 42805 | 1 | |
| 42815 | 1 | |
| 42818 | 1 | |
| 42822 | 1 | |
| 42829 | 1 | |
| 43097 | 1 |
| Value | Count | Frequency (%) |
| 46455 | 1 | |
| 46439 | 1 | |
| 46421 | 1 | |
| 46415 | 2 | |
| 46412 | 1 | |
| 46395 | 1 | |
| 46390 | 1 | |
| 46375 | 2 | |
| 46338 | 1 | |
| 46275 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1095166 |
| Minimum | 1.0962747 |
|---|---|
| Maximum | 1.1302739 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0962747 |
|---|---|
| 5-th percentile | 1.0994739 |
| Q1 | 1.10174 |
| median | 1.1060856 |
| Q3 | 1.1166096 |
| 95-th percentile | 1.127907 |
| Maximum | 1.1302739 |
| Range | 0.033999184 |
| Interquartile range (IQR) | 0.014869628 |
Descriptive statistics
| Standard deviation | 0.0099287281 |
|---|---|
| Coefficient of variation (CV) | 0.0089486971 |
| Kurtosis | -0.84935725 |
| Mean | 1.1095166 |
| Median Absolute Deviation (MAD) | 0.005026357 |
| Skewness | 0.81216417 |
| Sum | 159.77039 |
| Variance | 9.8579643 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.09627467 | 1 | 0.7% |
| 1.098860205 | 1 | 0.7% |
| 1.107637609 | 1 | 0.7% |
| 1.10739593 | 1 | 0.7% |
| 1.107657989 | 1 | 0.7% |
| 1.108472373 | 1 | 0.7% |
| 1.10939327 | 1 | 0.7% |
| 1.109967274 | 1 | 0.7% |
| 1.111935105 | 1 | 0.7% |
| 1.113051631 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.09627467 | 1 | |
| 1.097793325 | 1 | |
| 1.098860205 | 1 | |
| 1.099024508 | 1 | |
| 1.099116328 | 1 | |
| 1.099194019 | 1 | |
| 1.099294096 | 1 | |
| 1.099416364 | 1 | |
| 1.09980013 | 1 | |
| 1.099815546 | 1 |
| Value | Count | Frequency (%) |
| 1.130273854 | 1 | |
| 1.129893481 | 1 | |
| 1.129349522 | 1 | |
| 1.128761435 | 1 | |
| 1.128572748 | 1 | |
| 1.128481663 | 1 | |
| 1.128046029 | 1 | |
| 1.127967761 | 1 | |
| 1.12756301 | 1 | |
| 1.127188727 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.893056 |
| Minimum | 15.5 |
|---|---|
| Maximum | 22.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 15.5 |
|---|---|
| 5-th percentile | 15.8 |
| Q1 | 16.4 |
| median | 17.1 |
| Q3 | 19.125 |
| 95-th percentile | 21.985 |
| Maximum | 22.5 |
| Range | 7 |
| Interquartile range (IQR) | 2.725 |
Descriptive statistics
| Standard deviation | 1.9525007 |
|---|---|
| Coefficient of variation (CV) | 0.10912059 |
| Kurtosis | -0.27115162 |
| Mean | 17.893056 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.95454501 |
| Sum | 2576.6 |
| Variance | 3.8122591 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.1 | 9 | 6.2% |
| 17 | 9 | 6.2% |
| 16.8 | 8 | 5.6% |
| 16.3 | 8 | 5.6% |
| 16 | 6 | 4.2% |
| 15.7 | 5 | 3.5% |
| 15.9 | 5 | 3.5% |
| 16.6 | 5 | 3.5% |
| 16.7 | 4 | 2.8% |
| 17.2 | 4 | 2.8% |
| Other values (54) | 81 |
| Value | Count | Frequency (%) |
| 15.5 | 1 | 0.7% |
| 15.6 | 1 | 0.7% |
| 15.7 | 5 | |
| 15.8 | 2 | 1.4% |
| 15.9 | 5 | |
| 16 | 6 | |
| 16.1 | 4 | |
| 16.2 | 2 | 1.4% |
| 16.3 | 8 | |
| 16.4 | 3 | 2.1% |
| Value | Count | Frequency (%) |
| 22.5 | 3 | |
| 22.3 | 1 | 0.7% |
| 22.2 | 1 | 0.7% |
| 22.1 | 2 | |
| 22 | 1 | 0.7% |
| 21.9 | 1 | 0.7% |
| 21.8 | 2 | |
| 21.6 | 1 | 0.7% |
| 21.4 | 2 | |
| 21.2 | 1 | 0.7% |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2166728 × 108 |
| Minimum | 1.57674 × 108 |
|---|---|
| Maximum | 3.0553901 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.57674 × 108 |
|---|---|
| 5-th percentile | 1.6929425 × 108 |
| Q1 | 1.9479775 × 108 |
| median | 2.2251176 × 108 |
| Q3 | 2.4704293 × 108 |
| 95-th percentile | 2.7023781 × 108 |
| Maximum | 3.0553901 × 108 |
| Range | 1.4786501 × 108 |
| Interquartile range (IQR) | 52245184 |
Descriptive statistics
| Standard deviation | 32512908 |
|---|---|
| Coefficient of variation (CV) | 0.14667437 |
| Kurtosis | -0.7418298 |
| Mean | 2.2166728 × 108 |
| Median Absolute Deviation (MAD) | 27041746 |
| Skewness | 0.05863927 |
| Sum | 3.1920088 × 1010 |
| Variance | 1.0570892 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 195381000 | 1 | 0.7% |
| 180477000 | 1 | 0.7% |
| 234981820 | 1 | 0.7% |
| 208965906 | 1 | 0.7% |
| 246353085 | 1 | 0.7% |
| 269534067 | 1 | 0.7% |
| 283133954 | 1 | 0.7% |
| 270362005 | 1 | 0.7% |
| 252216556 | 1 | 0.7% |
| 238929768 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 157674000 | 1 | |
| 159697000 | 1 | |
| 160532000 | 1 | |
| 163132000 | 1 | |
| 164194000 | 1 | |
| 166191000 | 1 | |
| 166837000 | 1 | |
| 168641000 | 1 | |
| 172996000 | 1 | |
| 174755000 | 1 |
| Value | Count | Frequency (%) |
| 305539008 | 1 | |
| 288388187 | 1 | |
| 286903693 | 1 | |
| 283133954 | 1 | |
| 281832487 | 1 | |
| 277436222 | 1 | |
| 276480279 | 1 | |
| 270362005 | 1 | |
| 269534067 | 1 | |
| 268999475 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6031 |
| Minimum | 3667 |
|---|---|
| Maximum | 11989 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 3667 |
|---|---|
| 5-th percentile | 3963.35 |
| Q1 | 4786.25 |
| median | 6012 |
| Q3 | 6946 |
| 95-th percentile | 8702.9 |
| Maximum | 11989 |
| Range | 8322 |
| Interquartile range (IQR) | 2159.75 |
Descriptive statistics
| Standard deviation | 1635.9399 |
|---|---|
| Coefficient of variation (CV) | 0.27125516 |
| Kurtosis | 1.3999681 |
| Mean | 6031 |
| Median Absolute Deviation (MAD) | 1177.5 |
| Skewness | 0.99380471 |
| Sum | 868464 |
| Variance | 2676299.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7696 | 2 | 1.4% |
| 6931 | 1 | 0.7% |
| 6503 | 1 | 0.7% |
| 6532 | 1 | 0.7% |
| 6311 | 1 | 0.7% |
| 6467 | 1 | 0.7% |
| 6661 | 1 | 0.7% |
| 6388 | 1 | 0.7% |
| 5988 | 1 | 0.7% |
| 6263 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 3667 | 1 | |
| 3733 | 1 | |
| 3763 | 1 | |
| 3792 | 1 | |
| 3797 | 1 | |
| 3829 | 1 | |
| 3922 | 1 | |
| 3962 | 1 | |
| 3971 | 1 | |
| 3990 | 1 |
| Value | Count | Frequency (%) |
| 11989 | 1 | |
| 11545 | 1 | |
| 11434 | 1 | |
| 9721 | 1 | |
| 9547 | 1 | |
| 9122 | 1 | |
| 8908 | 1 | |
| 8711 | 1 | |
| 8657 | 1 | |
| 8574 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.375 |
| Minimum | 58 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 58 |
|---|---|
| 5-th percentile | 64.15 |
| Q1 | 71.75 |
| median | 77 |
| Q3 | 82 |
| 95-th percentile | 86 |
| Maximum | 89 |
| Range | 31 |
| Interquartile range (IQR) | 10.25 |
Descriptive statistics
| Standard deviation | 6.9673314 |
|---|---|
| Coefficient of variation (CV) | 0.091225288 |
| Kurtosis | -0.37924443 |
| Mean | 76.375 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.43085459 |
| Sum | 10998 |
| Variance | 48.543706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 79 | 11 | 7.6% |
| 72 | 11 | 7.6% |
| 71 | 10 | 6.9% |
| 81 | 10 | 6.9% |
| 83 | 9 | 6.2% |
| 74 | 7 | 4.9% |
| 73 | 7 | 4.9% |
| 70 | 7 | 4.9% |
| 84 | 7 | 4.9% |
| 76 | 7 | 4.9% |
| Other values (18) | 58 |
| Value | Count | Frequency (%) |
| 58 | 1 | 0.7% |
| 59 | 3 | |
| 62 | 1 | 0.7% |
| 63 | 2 | 1.4% |
| 64 | 1 | 0.7% |
| 65 | 1 | 0.7% |
| 66 | 3 | |
| 67 | 5 | |
| 69 | 2 | 1.4% |
| 70 | 7 |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.7% |
| 87 | 6 | |
| 86 | 6 | |
| 85 | 4 | 2.8% |
| 84 | 7 | |
| 83 | 9 | |
| 82 | 6 | |
| 81 | 10 | |
| 80 | 7 | |
| 79 | 11 |
complex_area
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7851682 |
| Minimum | 5093448 |
|---|---|
| Maximum | 12500228 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 5093448 |
|---|---|
| 5-th percentile | 5160977 |
| Q1 | 5572474 |
| median | 6247490 |
| Q3 | 9399607 |
| 95-th percentile | 12427620 |
| Maximum | 12500228 |
| Range | 7406780 |
| Interquartile range (IQR) | 3827133 |
Descriptive statistics
| Standard deviation | 2580377.7 |
|---|---|
| Coefficient of variation (CV) | 0.32864012 |
| Kurtosis | -1.153772 |
| Mean | 7851682 |
| Median Absolute Deviation (MAD) | 1119970 |
| Skewness | 0.60887136 |
| Sum | 1.1306422 × 109 |
| Variance | 6.6583491 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 5444591 | 9 | 6.2% |
| 11334304 | 9 | 6.2% |
| 5678870 | 8 | 5.6% |
| 8212113 | 7 | 4.9% |
| 5572474 | 6 | 4.2% |
| 5810698 | 6 | 4.2% |
| 6231669 | 6 | 4.2% |
| 5538927 | 6 | 4.2% |
| 9316131 | 5 | 3.5% |
| 9288069 | 4 | 2.8% |
| Other values (38) | 78 |
| Value | Count | Frequency (%) |
| 5093448 | 3 | 2.1% |
| 5094063 | 3 | 2.1% |
| 5160977 | 4 | |
| 5444591 | 9 | |
| 5538927 | 6 | |
| 5566026 | 3 | 2.1% |
| 5567993 | 3 | 2.1% |
| 5572474 | 6 | |
| 5603338 | 1 | 0.7% |
| 5603429 | 4 |
| Value | Count | Frequency (%) |
| 12500228 | 3 | |
| 12497431 | 4 | |
| 12427876 | 1 | 0.7% |
| 12426170 | 2 | |
| 12426073 | 1 | 0.7% |
| 12425561 | 1 | 0.7% |
| 12425185 | 2 | |
| 12425142 | 1 | 0.7% |
| 12424362 | 1 | 0.7% |
| 12280216 | 1 | 0.7% |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 987.58333 |
| Minimum | 776 |
|---|---|
| Maximum | 1445 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 776 |
|---|---|
| 5-th percentile | 776 |
| Q1 | 801.5 |
| median | 902 |
| Q3 | 1149.25 |
| 95-th percentile | 1445 |
| Maximum | 1445 |
| Range | 669 |
| Interquartile range (IQR) | 347.75 |
Descriptive statistics
| Standard deviation | 222.75998 |
|---|---|
| Coefficient of variation (CV) | 0.22556069 |
| Kurtosis | -0.75292714 |
| Mean | 987.58333 |
| Median Absolute Deviation (MAD) | 109.5 |
| Skewness | 0.83112198 |
| Sum | 142212 |
| Variance | 49622.007 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 803 | 12 | |
| 797 | 12 | |
| 819 | 12 | |
| 938 | 12 | |
| 788 | 12 | |
| 776 | 12 | |
| 866 | 12 | |
| 957 | 12 | |
| 1117 | 12 | |
| 1246 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 776 | 12 | |
| 788 | 12 | |
| 797 | 12 | |
| 803 | 12 | |
| 819 | 12 | |
| 866 | 12 | |
| 938 | 12 | |
| 957 | 12 | |
| 1117 | 12 | |
| 1246 | 12 |
| Value | Count | Frequency (%) |
| 1445 | 12 | |
| 1299 | 12 | |
| 1246 | 12 | |
| 1117 | 12 | |
| 957 | 12 | |
| 938 | 12 | |
| 866 | 12 | |
| 819 | 12 | |
| 803 | 12 | |
| 797 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 666.58333 |
| Minimum | 565 |
|---|---|
| Maximum | 750 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 565 |
|---|---|
| 5-th percentile | 565 |
| Q1 | 635.75 |
| median | 669 |
| Q3 | 683 |
| 95-th percentile | 750 |
| Maximum | 750 |
| Range | 185 |
| Interquartile range (IQR) | 47.25 |
Descriptive statistics
| Standard deviation | 50.806847 |
|---|---|
| Coefficient of variation (CV) | 0.076219797 |
| Kurtosis | -0.2890184 |
| Mean | 666.58333 |
| Median Absolute Deviation (MAD) | 34.5 |
| Skewness | -0.0078453867 |
| Sum | 95988 |
| Variance | 2581.3357 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 632 | 12 | |
| 672 | 12 | |
| 673 | 12 | |
| 618 | 12 | |
| 637 | 12 | |
| 653 | 12 | |
| 670 | 12 | |
| 748 | 12 | |
| 750 | 12 | |
| 713 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 565 | 12 | |
| 618 | 12 | |
| 632 | 12 | |
| 637 | 12 | |
| 653 | 12 | |
| 668 | 12 | |
| 670 | 12 | |
| 672 | 12 | |
| 673 | 12 | |
| 713 | 12 |
| Value | Count | Frequency (%) |
| 750 | 12 | |
| 748 | 12 | |
| 713 | 12 | |
| 673 | 12 | |
| 672 | 12 | |
| 670 | 12 | |
| 668 | 12 | |
| 653 | 12 | |
| 637 | 12 | |
| 632 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.65119338 |
| Minimum | 0.52910959 |
|---|---|
| Maximum | 0.78866588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.52910959 |
|---|---|
| 5-th percentile | 0.52910959 |
| Q1 | 0.587392 |
| median | 0.61780907 |
| Q3 | 0.72849932 |
| 95-th percentile | 0.78866588 |
| Maximum | 0.78866588 |
| Range | 0.25955629 |
| Interquartile range (IQR) | 0.14110732 |
Descriptive statistics
| Standard deviation | 0.084957092 |
|---|---|
| Coefficient of variation (CV) | 0.13046369 |
| Kurtosis | -1.3560494 |
| Mean | 0.65119338 |
| Median Absolute Deviation (MAD) | 0.064720287 |
| Skewness | 0.30298237 |
| Sum | 93.771847 |
| Variance | 0.0072177075 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.5735027223 | 12 | |
| 0.6037735849 | 12 | |
| 0.6243042672 | 12 | |
| 0.529109589 | 12 | |
| 0.5612334802 | 12 | |
| 0.5920217588 | 12 | |
| 0.6113138686 | 12 | |
| 0.6906740536 | 12 | |
| 0.7225433526 | 12 | |
| 0.7708108108 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.529109589 | 12 | |
| 0.5612334802 | 12 | |
| 0.5735027223 | 12 | |
| 0.5920217588 | 12 | |
| 0.6037735849 | 12 | |
| 0.6113138686 | 12 | |
| 0.6243042672 | 12 | |
| 0.6906740536 | 12 | |
| 0.7225433526 | 12 | |
| 0.7463672391 | 12 |
| Value | Count | Frequency (%) |
| 0.7886658796 | 12 | |
| 0.7708108108 | 12 | |
| 0.7463672391 | 12 | |
| 0.7225433526 | 12 | |
| 0.6906740536 | 12 | |
| 0.6243042672 | 12 | |
| 0.6113138686 | 12 | |
| 0.6037735849 | 12 | |
| 0.5920217588 | 12 | |
| 0.5735027223 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41631292 |
| Minimum | 28730466 |
|---|---|
| Maximum | 58596336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 28730466 |
|---|---|
| 5-th percentile | 28730466 |
| Q1 | 32763603 |
| median | 38627114 |
| Q3 | 46830162 |
| 95-th percentile | 58596336 |
| Maximum | 58596336 |
| Range | 29865870 |
| Interquartile range (IQR) | 14066559 |
Descriptive statistics
| Standard deviation | 9370580.3 |
|---|---|
| Coefficient of variation (CV) | 0.22508502 |
| Kurtosis | -1.1132584 |
| Mean | 41631292 |
| Median Absolute Deviation (MAD) | 7045259 |
| Skewness | 0.35243432 |
| Sum | 5.994906 × 109 |
| Variance | 8.7807776 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 28730466 | 13 | |
| 30993197 | 12 | |
| 32763603 | 12 | |
| 34710816 | 12 | |
| 36370575 | 12 | |
| 38627114 | 12 | |
| 42255023 | 12 | |
| 45083715 | 12 | |
| 46830162 | 12 | |
| 53103826 | 12 | |
| Other values (2) | 23 |
| Value | Count | Frequency (%) |
| 28730466 | 13 | |
| 30993197 | 12 | |
| 32763603 | 12 | |
| 34710816 | 12 | |
| 36370575 | 12 | |
| 38627114 | 12 | |
| 42255023 | 12 | |
| 45083715 | 12 | |
| 46830162 | 12 | |
| 53103826 | 12 |
| Value | Count | Frequency (%) |
| 58596336 | 12 | |
| 53581596 | 11 | |
| 53103826 | 12 | |
| 46830162 | 12 | |
| 45083715 | 12 | |
| 42255023 | 12 | |
| 38627114 | 12 | |
| 36370575 | 12 | |
| 34710816 | 12 | |
| 32763603 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.061111 |
| Minimum | 39.8 |
|---|---|
| Maximum | 52.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 39.8 |
|---|---|
| 5-th percentile | 39.8 |
| Q1 | 42.7 |
| median | 43.7 |
| Q3 | 48.5 |
| 95-th percentile | 52.2 |
| Maximum | 52.2 |
| Range | 12.4 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 3.9353359 |
|---|---|
| Coefficient of variation (CV) | 0.087333308 |
| Kurtosis | -1.0186493 |
| Mean | 45.061111 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 0.43960077 |
| Sum | 6488.8 |
| Variance | 15.486869 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 42.7 | 24 | |
| 39.9 | 13 | |
| 43.7 | 12 | |
| 39.8 | 12 | |
| 49.4 | 12 | |
| 52.2 | 12 | |
| 50.6 | 12 | |
| 48.2 | 12 | |
| 43.1 | 12 | |
| 44.5 | 12 |
| Value | Count | Frequency (%) |
| 39.8 | 12 | |
| 39.9 | 13 | |
| 42.7 | 24 | |
| 43.1 | 12 | |
| 43.7 | 12 | |
| 44.3 | 11 | |
| 44.5 | 12 | |
| 48.2 | 12 | |
| 49.4 | 12 | |
| 50.6 | 12 |
| Value | Count | Frequency (%) |
| 52.2 | 12 | |
| 50.6 | 12 | |
| 49.4 | 12 | |
| 48.2 | 12 | |
| 44.5 | 12 | |
| 44.3 | 11 | |
| 43.7 | 12 | |
| 43.1 | 12 | |
| 42.7 | 24 | |
| 39.9 | 13 |
employment_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41081.806 |
| Minimum | 29358 |
|---|---|
| Maximum | 51407 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 29358 |
|---|---|
| 5-th percentile | 30300.1 |
| Q1 | 35110.25 |
| median | 42211.5 |
| Q3 | 46261 |
| 95-th percentile | 50158.6 |
| Maximum | 51407 |
| Range | 22049 |
| Interquartile range (IQR) | 11150.75 |
Descriptive statistics
| Standard deviation | 6475.552 |
|---|---|
| Coefficient of variation (CV) | 0.15762579 |
| Kurtosis | -1.2349932 |
| Mean | 41081.806 |
| Median Absolute Deviation (MAD) | 5731.5 |
| Skewness | -0.24227071 |
| Sum | 5915780 |
| Variance | 41932774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29358 | 1 | 0.7% |
| 29731 | 1 | 0.7% |
| 45130 | 1 | 0.7% |
| 45429 | 1 | 0.7% |
| 45373 | 1 | 0.7% |
| 45556 | 1 | 0.7% |
| 44444 | 1 | 0.7% |
| 44667 | 1 | 0.7% |
| 45166 | 1 | 0.7% |
| 45403 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 29358 | 1 | |
| 29731 | 1 | |
| 29825 | 1 | |
| 29980 | 1 | |
| 30092 | 1 | |
| 30179 | 1 | |
| 30214 | 1 | |
| 30262 | 1 | |
| 30516 | 1 | |
| 30725 | 1 |
| Value | Count | Frequency (%) |
| 51407 | 1 | |
| 51318 | 1 | |
| 51179 | 1 | |
| 50973 | 1 | |
| 50538 | 1 | |
| 50437 | 1 | |
| 50355 | 1 | |
| 50170 | 1 | |
| 50094 | 1 | |
| 50063 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43516843 |
| Minimum | 0.32710135 |
|---|---|
| Maximum | 0.5582499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.32710135 |
|---|---|
| 5-th percentile | 0.33656799 |
| Q1 | 0.37848245 |
| median | 0.43713145 |
| Q3 | 0.48160338 |
| 95-th percentile | 0.54382283 |
| Maximum | 0.5582499 |
| Range | 0.23114855 |
| Interquartile range (IQR) | 0.10312094 |
Descriptive statistics
| Standard deviation | 0.06414036 |
|---|---|
| Coefficient of variation (CV) | 0.14739203 |
| Kurtosis | -1.0352768 |
| Mean | 0.43516843 |
| Median Absolute Deviation (MAD) | 0.056428743 |
| Skewness | 0.093026958 |
| Sum | 62.664255 |
| Variance | 0.0041139858 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3271013459 | 1 | 0.7% |
| 0.3315305872 | 1 | 0.7% |
| 0.4642096709 | 1 | 0.7% |
| 0.4671362468 | 1 | 0.7% |
| 0.466229616 | 1 | 0.7% |
| 0.468172569 | 1 | 0.7% |
| 0.4562289562 | 1 | 0.7% |
| 0.4588006903 | 1 | 0.7% |
| 0.465096642 | 1 | 0.7% |
| 0.4684923591 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.3271013459 | 1 | |
| 0.3315305872 | 1 | |
| 0.3320825725 | 1 | |
| 0.333644943 | 1 | |
| 0.3344187235 | 1 | |
| 0.3356018905 | 1 | |
| 0.3360172602 | 1 | |
| 0.3364949462 | 1 | |
| 0.3369819143 | 1 | |
| 0.3393419107 | 1 |
| Value | Count | Frequency (%) |
| 0.5582498968 | 1 | |
| 0.5566124711 | 1 | |
| 0.5562692926 | 1 | |
| 0.5538917926 | 1 | |
| 0.5479918459 | 1 | |
| 0.5468492497 | 1 | |
| 0.5459661068 | 1 | |
| 0.5440664548 | 1 | |
| 0.5424422571 | 1 | |
| 0.5417663164 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 117 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.061111 |
| Minimum | -8 |
|---|---|
| Maximum | 27.6 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 26 |
| Negative (%) | 18.1% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -8 |
|---|---|
| 5-th percentile | -3.37 |
| Q1 | 2.85 |
| median | 12.95 |
| Q3 | 21.55 |
| 95-th percentile | 26.285 |
| Maximum | 27.6 |
| Range | 35.6 |
| Interquartile range (IQR) | 18.7 |
Descriptive statistics
| Standard deviation | 10.28711 |
|---|---|
| Coefficient of variation (CV) | 0.85291561 |
| Kurtosis | -1.332658 |
| Mean | 12.061111 |
| Median Absolute Deviation (MAD) | 8.95 |
| Skewness | -0.1349862 |
| Sum | 1736.8 |
| Variance | 105.82463 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.1 | 4 | 2.8% |
| 0.6 | 3 | 2.1% |
| 25.7 | 3 | 2.1% |
| 19.6 | 3 | 2.1% |
| 18.5 | 3 | 2.1% |
| -2.5 | 3 | 2.1% |
| 25 | 2 | 1.4% |
| 25.5 | 2 | 1.4% |
| -0.1 | 2 | 1.4% |
| 5.9 | 2 | 1.4% |
| Other values (107) | 117 |
| Value | Count | Frequency (%) |
| -8 | 1 | |
| -5.5 | 1 | |
| -5 | 2 | |
| -4.7 | 1 | |
| -3.7 | 1 | |
| -3.6 | 1 | |
| -3.4 | 1 | |
| -3.2 | 1 | |
| -2.8 | 1 | |
| -2.7 | 1 |
| Value | Count | Frequency (%) |
| 27.6 | 1 | |
| 27.2 | 1 | |
| 26.8 | 2 | |
| 26.6 | 1 | |
| 26.5 | 1 | |
| 26.4 | 1 | |
| 26.3 | 1 | |
| 26.2 | 1 | |
| 26.1 | 1 | |
| 26 | 1 |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.003472 |
| Minimum | 1.7 |
|---|---|
| Maximum | 603.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.7 |
|---|---|
| 5-th percentile | 11.22 |
| Q1 | 28.725 |
| median | 60.5 |
| Q3 | 114.7 |
| 95-th percentile | 351.135 |
| Maximum | 603.9 |
| Range | 602.2 |
| Interquartile range (IQR) | 85.975 |
Descriptive statistics
| Standard deviation | 111.10845 |
|---|---|
| Coefficient of variation (CV) | 1.1222683 |
| Kurtosis | 4.7450077 |
| Mean | 99.003472 |
| Median Absolute Deviation (MAD) | 37.25 |
| Skewness | 2.1235134 |
| Sum | 14256.5 |
| Variance | 12345.088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.3 | 2 | 1.4% |
| 44 | 2 | 1.4% |
| 15.6 | 2 | 1.4% |
| 48 | 2 | 1.4% |
| 60.2 | 2 | 1.4% |
| 102.6 | 2 | 1.4% |
| 22.9 | 2 | 1.4% |
| 32.2 | 2 | 1.4% |
| 75.1 | 1 | 0.7% |
| 107.9 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 1.7 | 1 | |
| 1.8 | 1 | |
| 2.7 | 1 | |
| 4.1 | 1 | |
| 5.6 | 1 | |
| 9.6 | 1 | |
| 10.7 | 1 | |
| 11.1 | 1 | |
| 11.9 | 1 | |
| 12.1 | 1 |
| Value | Count | Frequency (%) |
| 603.9 | 1 | |
| 505.6 | 1 | |
| 464.3 | 1 | |
| 452.6 | 1 | |
| 403.3 | 1 | |
| 374.4 | 1 | |
| 353.3 | 1 | |
| 352.2 | 1 | |
| 345.1 | 1 | |
| 310.7 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.3125 |
| Minimum | 45 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 52.15 |
| Q1 | 59 |
| median | 67 |
| Q3 | 74 |
| 95-th percentile | 79 |
| Maximum | 85 |
| Range | 40 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8186617 |
|---|---|
| Coefficient of variation (CV) | 0.13298642 |
| Kurtosis | -0.98720256 |
| Mean | 66.3125 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.15205586 |
| Sum | 9549 |
| Variance | 77.768794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 72 | 8 | 5.6% |
| 75 | 7 | 4.9% |
| 64 | 7 | 4.9% |
| 60 | 7 | 4.9% |
| 59 | 7 | 4.9% |
| 70 | 7 | 4.9% |
| 77 | 6 | 4.2% |
| 67 | 6 | 4.2% |
| 69 | 6 | 4.2% |
| 79 | 5 | 3.5% |
| Other values (24) | 78 |
| Value | Count | Frequency (%) |
| 45 | 1 | 0.7% |
| 48 | 1 | 0.7% |
| 51 | 2 | 1.4% |
| 52 | 4 | |
| 53 | 3 | |
| 54 | 5 | |
| 55 | 5 | |
| 56 | 3 | |
| 57 | 5 | |
| 58 | 4 |
| Value | Count | Frequency (%) |
| 85 | 1 | 0.7% |
| 81 | 1 | 0.7% |
| 80 | 4 | |
| 79 | 5 | |
| 78 | 4 | |
| 77 | 6 | |
| 76 | 5 | |
| 75 | 7 | |
| 74 | 5 | |
| 73 | 3 |
Ground_Temp
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.04375 |
| Minimum | -4.1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15 |
| Negative (%) | 10.4% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -4.1 |
|---|---|
| 5-th percentile | -1.085 |
| Q1 | 4.75 |
| median | 14.45 |
| Q3 | 24.1 |
| 95-th percentile | 28.07 |
| Maximum | 32 |
| Range | 36.1 |
| Interquartile range (IQR) | 19.35 |
Descriptive statistics
| Standard deviation | 10.643332 |
|---|---|
| Coefficient of variation (CV) | 0.75786967 |
| Kurtosis | -1.4325192 |
| Mean | 14.04375 |
| Median Absolute Deviation (MAD) | 9.95 |
| Skewness | -0.037830707 |
| Sum | 2022.3 |
| Variance | 113.28052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 3 | 2.1% |
| 0.4 | 3 | 2.1% |
| 27.3 | 3 | 2.1% |
| 27.9 | 3 | 2.1% |
| 30.4 | 2 | 1.4% |
| 15 | 2 | 1.4% |
| 27.8 | 2 | 1.4% |
| -0.8 | 2 | 1.4% |
| 7.7 | 2 | 1.4% |
| 20.1 | 2 | 1.4% |
| Other values (102) | 120 |
| Value | Count | Frequency (%) |
| -4.1 | 1 | |
| -2.7 | 1 | |
| -2.4 | 1 | |
| -1.7 | 1 | |
| -1.5 | 1 | |
| -1.4 | 1 | |
| -1.2 | 1 | |
| -1.1 | 1 | |
| -1 | 1 | |
| -0.9 | 1 |
| Value | Count | Frequency (%) |
| 32 | 1 | 0.7% |
| 31.5 | 1 | 0.7% |
| 30.4 | 2 | |
| 28.5 | 1 | 0.7% |
| 28.3 | 1 | 0.7% |
| 28.2 | 1 | 0.7% |
| 28.1 | 1 | 0.7% |
| 27.9 | 3 | |
| 27.8 | 2 | |
| 27.6 | 2 |
Average_Wind
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4979167 |
| Minimum | 1 |
|---|---|
| Maximum | 2.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.1 |
| Q1 | 1.3 |
| median | 1.45 |
| Q3 | 1.7 |
| 95-th percentile | 1.985 |
| Maximum | 2.2 |
| Range | 1.2 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.26509498 |
|---|---|
| Coefficient of variation (CV) | 0.17697579 |
| Kurtosis | -0.099231999 |
| Mean | 1.4979167 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 0.52523401 |
| Sum | 215.7 |
| Variance | 0.07027535 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1.4 | 24 | |
| 1.3 | 23 | |
| 1.6 | 17 | |
| 1.2 | 16 | |
| 1.7 | 16 | |
| 1.5 | 14 | |
| 1.8 | 12 | |
| 1.1 | 6 | 4.2% |
| 1.9 | 5 | 3.5% |
| 2.1 | 3 | 2.1% |
| Other values (3) | 8 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 3 | 2.1% |
| 1.1 | 6 | 4.2% |
| 1.2 | 16 | |
| 1.3 | 23 | |
| 1.4 | 24 | |
| 1.5 | 14 | |
| 1.6 | 17 | |
| 1.7 | 16 | |
| 1.8 | 12 | |
| 1.9 | 5 | 3.5% |
| Value | Count | Frequency (%) |
| 2.2 | 3 | 2.1% |
| 2.1 | 3 | 2.1% |
| 2 | 2 | 1.4% |
| 1.9 | 5 | 3.5% |
| 1.8 | 12 | |
| 1.7 | 16 | |
| 1.6 | 17 | |
| 1.5 | 14 | |
| 1.4 | 24 | |
| 1.3 | 23 |
Average_Pressure
Real number (ℝ)
| Distinct | 99 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1002.9486 |
| Minimum | 992.9 |
|---|---|
| Maximum | 1013.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 992.9 |
|---|---|
| 5-th percentile | 993.8 |
| Q1 | 996.55 |
| median | 1003.7 |
| Q3 | 1009.025 |
| 95-th percentile | 1011.585 |
| Maximum | 1013.2 |
| Range | 20.3 |
| Interquartile range (IQR) | 12.475 |
Descriptive statistics
| Standard deviation | 6.3053201 |
|---|---|
| Coefficient of variation (CV) | 0.0062867828 |
| Kurtosis | -1.4249066 |
| Mean | 1002.9486 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -0.10618104 |
| Sum | 144424.6 |
| Variance | 39.757061 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1008 | 4 | 2.8% |
| 1000.6 | 3 | 2.1% |
| 995.9 | 3 | 2.1% |
| 1010.9 | 3 | 2.1% |
| 1000.4 | 3 | 2.1% |
| 1007.4 | 3 | 2.1% |
| 994.9 | 3 | 2.1% |
| 1005.5 | 3 | 2.1% |
| 998.9 | 2 | 1.4% |
| 1010.3 | 2 | 1.4% |
| Other values (89) | 115 |
| Value | Count | Frequency (%) |
| 992.9 | 1 | |
| 993 | 2 | |
| 993.2 | 1 | |
| 993.3 | 2 | |
| 993.4 | 1 | |
| 993.8 | 2 | |
| 993.9 | 1 | |
| 994 | 2 | |
| 994.1 | 1 | |
| 994.2 | 1 |
| Value | Count | Frequency (%) |
| 1013.2 | 1 | |
| 1013.1 | 1 | |
| 1012.7 | 1 | |
| 1012.5 | 1 | |
| 1012 | 1 | |
| 1011.9 | 2 | |
| 1011.6 | 1 | |
| 1011.5 | 1 | |
| 1011.4 | 2 | |
| 1011.1 | 1 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | 0.647 | 0.909 | -0.910 | 0.721 | 0.512 | 0.798 | 0.908 | 0.841 | 0.881 | 0.461 | 0.813 | 0.690 | 0.335 | 0.714 | 0.895 | 0.383 | 0.909 | 0.907 | 0.101 | -0.023 | 0.090 | 0.153 | -0.239 | -0.042 |
| Total_Population | 0.647 | 1.000 | 0.491 | -0.487 | 0.986 | 0.980 | 0.342 | 0.484 | 0.504 | 0.462 | 0.050 | 0.377 | 0.166 | 0.511 | 0.240 | 0.504 | 0.662 | 0.489 | 0.486 | 0.045 | -0.115 | -0.141 | 0.073 | -0.063 | 0.001 |
| Households | 0.909 | 0.491 | 1.000 | -0.999 | 0.589 | 0.332 | 0.897 | 0.998 | 0.867 | 0.971 | 0.558 | 0.903 | 0.788 | 0.144 | 0.796 | 0.991 | 0.307 | 0.997 | 0.997 | 0.048 | -0.040 | 0.136 | 0.091 | -0.278 | 0.023 |
| Population_per_Households | -0.910 | -0.487 | -0.999 | 1.000 | -0.585 | -0.328 | -0.897 | -0.999 | -0.867 | -0.973 | -0.559 | -0.904 | -0.787 | -0.139 | -0.794 | -0.990 | -0.310 | -0.998 | -0.998 | -0.047 | 0.040 | -0.133 | -0.091 | 0.276 | -0.024 |
| Male_Population | 0.721 | 0.986 | 0.589 | -0.585 | 1.000 | 0.944 | 0.465 | 0.582 | 0.587 | 0.563 | 0.152 | 0.483 | 0.287 | 0.516 | 0.353 | 0.602 | 0.626 | 0.586 | 0.584 | 0.054 | -0.111 | -0.113 | 0.087 | -0.111 | 0.001 |
| Female_Population | 0.512 | 0.980 | 0.332 | -0.328 | 0.944 | 1.000 | 0.177 | 0.325 | 0.376 | 0.305 | -0.079 | 0.207 | 0.008 | 0.526 | 0.093 | 0.347 | 0.667 | 0.330 | 0.327 | 0.025 | -0.126 | -0.178 | 0.044 | -0.016 | 0.013 |
| Male_Female_Ratio | 0.798 | 0.342 | 0.897 | -0.897 | 0.465 | 0.177 | 1.000 | 0.895 | 0.764 | 0.885 | 0.627 | 0.848 | 0.882 | 0.190 | 0.838 | 0.896 | 0.095 | 0.896 | 0.898 | 0.086 | -0.006 | 0.169 | 0.125 | -0.309 | -0.013 |
| Population_aging_Ratio | 0.908 | 0.484 | 0.998 | -0.999 | 0.582 | 0.325 | 0.895 | 1.000 | 0.869 | 0.972 | 0.565 | 0.902 | 0.787 | 0.138 | 0.794 | 0.990 | 0.310 | 0.997 | 0.997 | 0.038 | -0.044 | 0.121 | 0.082 | -0.263 | 0.031 |
| Power_usage | 0.841 | 0.504 | 0.867 | -0.867 | 0.587 | 0.376 | 0.764 | 0.869 | 1.000 | 0.810 | 0.507 | 0.794 | 0.702 | 0.229 | 0.716 | 0.855 | 0.296 | 0.854 | 0.854 | -0.291 | -0.255 | -0.058 | -0.257 | -0.232 | 0.315 |
| Num_of_Business | 0.881 | 0.462 | 0.971 | -0.973 | 0.563 | 0.305 | 0.885 | 0.972 | 0.810 | 1.000 | 0.586 | 0.888 | 0.764 | 0.157 | 0.798 | 0.961 | 0.306 | 0.973 | 0.974 | 0.115 | 0.021 | 0.184 | 0.162 | -0.289 | -0.027 |
| Business_above_100 | 0.461 | 0.050 | 0.558 | -0.559 | 0.152 | -0.079 | 0.627 | 0.565 | 0.507 | 0.586 | 1.000 | 0.658 | 0.564 | 0.035 | 0.532 | 0.540 | -0.028 | 0.565 | 0.565 | -0.007 | 0.003 | 0.109 | 0.032 | -0.212 | 0.042 |
| complex_area | 0.813 | 0.377 | 0.903 | -0.904 | 0.483 | 0.207 | 0.848 | 0.902 | 0.794 | 0.888 | 0.658 | 1.000 | 0.743 | 0.149 | 0.822 | 0.900 | 0.266 | 0.903 | 0.903 | 0.024 | -0.044 | 0.145 | 0.075 | -0.305 | 0.041 |
| annual_household_income | 0.690 | 0.166 | 0.788 | -0.787 | 0.287 | 0.008 | 0.882 | 0.787 | 0.702 | 0.764 | 0.564 | 0.743 | 1.000 | 0.154 | 0.804 | 0.794 | -0.217 | 0.783 | 0.785 | 0.008 | 0.018 | 0.162 | 0.042 | -0.249 | 0.013 |
| High_School_Graduate_num | 0.335 | 0.511 | 0.144 | -0.139 | 0.516 | 0.526 | 0.190 | 0.138 | 0.229 | 0.157 | 0.035 | 0.149 | 0.154 | 1.000 | 0.455 | 0.170 | 0.210 | 0.145 | 0.141 | -0.009 | -0.011 | -0.117 | 0.005 | -0.018 | 0.018 |
| High_School_Graduate_ratio | 0.714 | 0.240 | 0.796 | -0.794 | 0.353 | 0.093 | 0.838 | 0.794 | 0.716 | 0.798 | 0.532 | 0.822 | 0.804 | 0.455 | 1.000 | 0.807 | 0.095 | 0.791 | 0.791 | 0.007 | -0.003 | 0.103 | 0.045 | -0.233 | 0.024 |
| personal_expense | 0.895 | 0.504 | 0.991 | -0.990 | 0.602 | 0.347 | 0.896 | 0.990 | 0.855 | 0.961 | 0.540 | 0.900 | 0.794 | 0.170 | 0.807 | 1.000 | 0.289 | 0.987 | 0.988 | 0.056 | -0.035 | 0.088 | 0.099 | -0.229 | 0.001 |
| benefits_vs_personal_expense | 0.383 | 0.662 | 0.307 | -0.310 | 0.626 | 0.667 | 0.095 | 0.310 | 0.296 | 0.306 | -0.028 | 0.266 | -0.217 | 0.210 | 0.095 | 0.289 | 1.000 | 0.317 | 0.313 | 0.048 | -0.120 | -0.143 | 0.066 | -0.001 | -0.006 |
| employment_ratio | 0.909 | 0.489 | 0.997 | -0.998 | 0.586 | 0.330 | 0.896 | 0.997 | 0.854 | 0.973 | 0.565 | 0.903 | 0.783 | 0.145 | 0.791 | 0.987 | 0.317 | 1.000 | 0.999 | 0.064 | -0.029 | 0.146 | 0.109 | -0.282 | 0.010 |
| employment_insurance_ratio | 0.907 | 0.486 | 0.997 | -0.998 | 0.584 | 0.327 | 0.898 | 0.997 | 0.854 | 0.974 | 0.565 | 0.903 | 0.785 | 0.141 | 0.791 | 0.988 | 0.313 | 0.999 | 1.000 | 0.060 | -0.030 | 0.139 | 0.104 | -0.279 | 0.014 |
| Average_Temp | 0.101 | 0.045 | 0.048 | -0.047 | 0.054 | 0.025 | 0.086 | 0.038 | -0.291 | 0.115 | -0.007 | 0.024 | 0.008 | -0.009 | 0.007 | 0.056 | 0.048 | 0.064 | 0.060 | 1.000 | 0.737 | 0.456 | 0.992 | 0.011 | -0.913 |
| Monthly_Rainfall | -0.023 | -0.115 | -0.040 | 0.040 | -0.111 | -0.126 | -0.006 | -0.044 | -0.255 | 0.021 | 0.003 | -0.044 | 0.018 | -0.011 | -0.003 | -0.035 | -0.120 | -0.029 | -0.030 | 0.737 | 1.000 | 0.530 | 0.708 | 0.043 | -0.694 |
| Average_Relative_Humadity | 0.090 | -0.141 | 0.136 | -0.133 | -0.113 | -0.178 | 0.169 | 0.121 | -0.058 | 0.184 | 0.109 | 0.145 | 0.162 | -0.117 | 0.103 | 0.088 | -0.143 | 0.146 | 0.139 | 0.456 | 0.530 | 1.000 | 0.442 | -0.674 | -0.242 |
| Ground_Temp | 0.153 | 0.073 | 0.091 | -0.091 | 0.087 | 0.044 | 0.125 | 0.082 | -0.257 | 0.162 | 0.032 | 0.075 | 0.042 | 0.005 | 0.045 | 0.099 | 0.066 | 0.109 | 0.104 | 0.992 | 0.708 | 0.442 | 1.000 | 0.005 | -0.910 |
| Average_Wind | -0.239 | -0.063 | -0.278 | 0.276 | -0.111 | -0.016 | -0.309 | -0.263 | -0.232 | -0.289 | -0.212 | -0.305 | -0.249 | -0.018 | -0.233 | -0.229 | -0.001 | -0.282 | -0.279 | 0.011 | 0.043 | -0.674 | 0.005 | 1.000 | -0.258 |
| Average_Pressure | -0.042 | 0.001 | 0.023 | -0.024 | 0.001 | 0.013 | -0.013 | 0.031 | 0.315 | -0.027 | 0.042 | 0.041 | 0.013 | 0.018 | 0.024 | 0.001 | -0.006 | 0.010 | 0.014 | -0.913 | -0.694 | -0.242 | -0.910 | -0.258 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 30734.903226 | 89752.0 | 36506.0 | 2.458555 | 46937.0 | 42815.0 | 1.096275 | 15.5 | 195381000.0 | 3763.0 | 71.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 29358.0 | 0.327101 | -5.5 | 44.3 | 69.0 | -2.7 | 1.3 | 1010.2 |
| 2010-02-01 | 30634.821429 | 89678.0 | 36551.0 | 2.453503 | 46951.0 | 42727.0 | 1.098860 | 15.6 | 180477000.0 | 3667.0 | 71.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 29731.0 | 0.331531 | 0.5 | 70.8 | 66.0 | 1.1 | 1.4 | 1007.4 |
| 2010-03-01 | 29172.129032 | 89812.0 | 36645.0 | 2.450866 | 47030.0 | 42782.0 | 1.099294 | 15.7 | 174767000.0 | 3922.0 | 72.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 29825.0 | 0.332083 | 4.3 | 85.3 | 63.0 | 5.2 | 2.0 | 1006.4 |
| 2010-04-01 | 29105.033333 | 89856.0 | 36761.0 | 2.444330 | 47051.0 | 42805.0 | 1.099194 | 15.7 | 176106000.0 | 4239.0 | 76.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 29980.0 | 0.333645 | 9.4 | 69.5 | 55.0 | 10.2 | 2.1 | 1004.3 |
| 2010-05-01 | 29277.612903 | 89983.0 | 36894.0 | 2.438960 | 47161.0 | 42822.0 | 1.101326 | 15.7 | 160532000.0 | 3990.0 | 77.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 30092.0 | 0.334419 | 17.2 | 97.0 | 60.0 | 18.0 | 1.8 | 997.6 |
| 2010-06-01 | 31419.333333 | 89925.0 | 36863.0 | 2.439438 | 47121.0 | 42804.0 | 1.100855 | 15.7 | 159697000.0 | 4185.0 | 78.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 30179.0 | 0.335602 | 22.9 | 50.6 | 65.0 | 25.2 | 1.4 | 996.6 |
| 2010-07-01 | 31047.709677 | 89918.0 | 36926.0 | 2.435086 | 47135.0 | 42783.0 | 1.101723 | 15.7 | 166191000.0 | 3797.0 | 77.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 30214.0 | 0.336017 | 25.7 | 112.2 | 76.0 | 27.3 | 1.4 | 995.1 |
| 2010-08-01 | 31517.774194 | 89933.0 | 36939.0 | 2.434635 | 47104.0 | 42829.0 | 1.099816 | 15.8 | 166837000.0 | 3971.0 | 80.0 | 5678870.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 30262.0 | 0.336495 | 26.8 | 345.1 | 80.0 | 28.5 | 1.3 | 997.7 |
| 2010-09-01 | 31469.600000 | 89927.0 | 36944.0 | 2.434144 | 47109.0 | 42818.0 | 1.100215 | 15.8 | 163132000.0 | 4074.0 | 81.0 | 5810698.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 30516.0 | 0.339342 | 21.1 | 287.8 | 79.0 | 23.8 | 1.3 | 1000.6 |
| 2010-10-01 | 31508.709677 | 90664.0 | 37635.0 | 2.409034 | 47567.0 | 43097.0 | 1.103720 | 15.9 | 157674000.0 | 4232.0 | 87.0 | 5810698.0 | 803.0 | 632.0 | 0.573503 | 28730466.0 | 39.9 | 30821.0 | 0.339947 | 13.1 | 21.0 | 76.0 | 15.8 | 1.2 | 1005.8 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 59362.193548 | 92407.0 | 46767.0 | 1.975902 | 48982.0 | 43425.0 | 1.127968 | 21.8 | 264220891.0 | 8332.0 | 86.0 | 12425561.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50063.0 | 0.541766 | 8.1 | 80.5 | 64.0 | 9.6 | 1.6 | 1006.1 |
| 2021-04-01 | 60555.866667 | 92349.0 | 46825.0 | 1.972216 | 48943.0 | 43406.0 | 1.127563 | 21.9 | 253652238.0 | 8711.0 | 84.0 | 12425185.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50094.0 | 0.542442 | 13.1 | 63.4 | 54.0 | 14.7 | 1.9 | 1004.8 |
| 2021-05-01 | 60748.774194 | 92213.0 | 46805.0 | 1.970153 | 48822.0 | 43391.0 | 1.125164 | 22.0 | 240946460.0 | 8222.0 | 85.0 | 12425185.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50170.0 | 0.544066 | 16.2 | 178.4 | 71.0 | 18.8 | 1.6 | 996.0 |
| 2021-06-01 | 64547.266667 | 92232.0 | 46893.0 | 1.966861 | 48812.0 | 43420.0 | 1.124182 | 22.1 | 250732969.0 | 9721.0 | 84.0 | 12424362.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50437.0 | 0.546849 | 22.1 | 130.4 | 73.0 | 25.3 | 1.4 | 994.8 |
| 2021-07-01 | 67640.129032 | 92231.0 | 46994.0 | 1.962612 | 48802.0 | 43429.0 | 1.123719 | 22.1 | 262191511.0 | 11545.0 | 86.0 | 12427876.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50355.0 | 0.545966 | 26.4 | 310.7 | 77.0 | 30.4 | 1.3 | 995.4 |
| 2021-08-01 | 66023.741935 | 92224.0 | 47074.0 | 1.959128 | 48801.0 | 43423.0 | 1.123851 | 22.2 | 263399530.0 | 11989.0 | 87.0 | 12426170.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50538.0 | 0.547992 | 24.4 | 239.9 | 80.0 | 27.5 | 1.3 | 995.8 |
| 2021-09-01 | 65452.366667 | 92027.0 | 47052.0 | 1.955857 | 48723.0 | 43304.0 | 1.125139 | 22.3 | 249464491.0 | 8574.0 | 84.0 | 12426170.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 50973.0 | 0.553892 | 21.0 | 240.3 | 78.0 | 23.5 | 1.4 | 1000.7 |
| 2021-10-01 | 63964.129032 | 92004.0 | 47145.0 | 1.951511 | 48741.0 | 43263.0 | 1.126621 | 22.5 | 238395884.0 | 9547.0 | 85.0 | 12426073.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 51179.0 | 0.556269 | 13.8 | 45.5 | 80.0 | 16.7 | 1.0 | 1008.0 |
| 2021-11-01 | 62814.233333 | 92086.0 | 47319.0 | 1.946068 | 48796.0 | 43290.0 | 1.127189 | 22.5 | 263455752.0 | 11434.0 | 87.0 | 12425142.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 51407.0 | 0.558250 | 6.4 | 44.9 | 75.0 | 7.9 | 1.2 | 1005.5 |
| 2021-12-01 | 64325.290323 | 92197.0 | 47431.0 | 1.943813 | 48883.0 | 43314.0 | 1.128573 | 22.5 | 286903693.0 | 8908.0 | 87.0 | 12280216.0 | 1299.0 | 565.0 | 0.746367 | 53581596.0 | 44.3 | 51318.0 | 0.556612 | -0.5 | 5.6 | 69.0 | 1.4 | 1.2 | 1010.4 |